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Published 20 hours ago • verified publisher icon VITA-Group
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[ICML 2021] "A Unified Lottery Tickets Hypothesis for Graph Neural Networks", Tianlong Chen*, Yongduo Sui*, Xuxi Chen, Aston Zhang, Zhangyang Wang

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咨询代码实现与Paper中的问题

ithok avatar ithok

Dictionary error when training on OGB datasets

Hi! I am trying to run the pruning for OGB datasets. I keep getting this error. Any idea how to resolve this? It runs for 1 epoch for 10 subgraphs...

AdarshMJ avatar AdarshMJ

For OGBG tasks:molhiv, will the weights of AtomEncoder and BondEncoder be pruned and learnable?

LouiValley avatar LouiValley

For the final stage, will you use the initial weights or the last round of trained weights in the end?

In the paper, you mentioned rewinding GNN's weights (in a while loop). For the final stage, will you use the initial weights or the last round of trained weights in...

LouiValley avatar LouiValley

About the computations of MACs

Hi @Tianlong-Chen @yongduosui Thank you for this nice work! Could you please explain how you compute MACs for each model? Is there any related toolbox? Thank you! Best, Yongcheng

ycjing avatar ycjing

Why both DGL and PyG?

Hi, it seems that you have used DGL for comparatively smaller graphs (Cora, Citeseer, and PubMed) and PyTorch Geometric for graphs. Is there any specific reason for that? Please advise...

khaled-rahman avatar khaled-rahman

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[ICML 2021] "A Unified Lottery Tickets Hypothesis for Graph Neural Networks", Tianlong Chen*, Yongduo Sui*, Xuxi Chen, Aston Zhang, Zhangyang Wang

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